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## Example 4: High-resolution with upscaling
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![](example4.jpg)
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You can run a high-res transition using the x4 upscaling model in a two-stage procedure, see `example4_upscaling.py`. [Please view the video by following this link.](https://youtu.be/y6qY1eev4H8)
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You can run a high-res transition using the x4 upscaling model in a two-stage procedure, see `example4_upscaling.py`. [View as video here.](https://youtu.be/y6qY1eev4H8)
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# Customization
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